Data Profiling Report

Basic Statistics

Raw Counts

Name	Value
Rows	500,142
Columns	38
Discrete columns	5
Continuous columns	33
All missing columns	0
Missing observations	823,664
Complete Rows	465,299
Total observations	19,005,396
Memory allocation	135.5 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

QQ Plot

## Warning: Removed 350 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 350 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 449 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 449 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 468 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 468 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 360 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 360 rows containing non-finite values (`stat_qq_line()`).

Correlation Analysis

## 1 features with more than 20 categories ignored!
## Ethnicity.0.0: 22 categories

Principal Component Analysis